Development and Feasibility Evaluation of an Edge AI as Medical Device System for Breast Cancer Multidisciplinary Team Meetings

arXiv:2608.22108 · cs.AI, cs.LG · Submitted 2026-08-22 · Read on arXiv

cs.AI, cs.LG

Submitted: 2026-08-22

Updated: 2026-09-14

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• RAG — 27× in this paper · explained in 3 episodes
• Accuracy — 25× in this paper · explained in 1 episode
• Hallucination — 13× in this paper · explained in 4 episodes
• Automatic Speech Recognition — 12× in this paper
• Benchmark — 8× in this paper · explained in 2 episodes
• Core — 6× in this paper · explained in 2 episodes
• Alignment — 5× in this paper · explained in 1 episode
• Automatic Speech Recognition (ASR) — 4× in this paper · explained in 2 episodes
• Breast-Conserving Surgery — 4× in this paper
• Adaptive Decoding — 3× in this paper · explained in 1 episode
• Calibration — 3× in this paper · explained in 7 episodes
• Edge AI — 3× in this paper · explained in 2 episodes
• F1 Score — 3× in this paper · explained in 3 episodes
• Not Enough Information — 3× in this paper
• Retrieval-Augmented Generation (RAG) — 3× in this paper · explained in 16 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Adaptation — 2× in this paper · explained in 1 episode
• Artificial Intelligence (AI) — 2× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Contrast-Enhanced Mammography — 2× in this paper
• Edge Deployment — 2× in this paper · explained in 2 episodes
• IEEE Spoken Language Technology Workshop — 2× in this paper
• Large Language Models (LLMs) — 2× in this paper · explained in 6 episodes
• Members of the Hull University Teaching Hospitals — 2× in this paper
• Nottingham Prognostic Index — 2× in this paper
• Regional Nodal Irradiation — 2× in this paper
• Transformer — 2× in this paper · explained in 2 episodes
• AI Alignment — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 4 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Deep Noise Suppression Mean Opinion Score — 1× in this paper
• Domain Adaptation — 1× in this paper · explained in 5 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• EMMA — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• National Institute for Health and Care Excellence — 1× in this paper
• Provenance — 1× in this paper · explained in 4 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Nomic Embed: Training a Reproducible Long Context Text Embedder
• WhisperX: Time-Accurate Speech Transcription of Long-Form Audio

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
• VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection